FiftyOne docs.
A modern Sphinx platform.
We modernized FiftyOne’s documentation infrastructure and reading experience, with a new Sphinx theme, search, and feedback collection.

The problem
The site ran Sphinx 3.5.4 with a PyTorch-derived theme. Dependency compatibility, search, and brand alignment needed attention before the system could move forward.
The platform
We upgraded the site to Sphinx 8, resolved extension compatibility, and implemented a custom theme around Voxel51’s brand. The work covered navigation, code presentation, API references, and mobile layouts.
Search and feedback
Algolia DocSearch connected readers to documentation across the site. PushFeedback added contextual feedback collection, and an automatically generated llms.txt exposed a structured documentation map.
The result
The team received an updated Sphinx implementation, a maintainable theme, and integrated search and feedback. Maintainers could use those signals to prioritize further documentation work.
TechDocs delivered a rapid and seamless upgrade of our legacy Sphinx implementation, enabling our team to concentrate on core business priorities rather than documentation infrastructure and maintenance.